Communication-efficient parallel Gaussian elimination

被引:0
|
作者
Tiskin, A [1 ]
机构
[1] Univ Warwick, Dept Comp Sci, Coventry CV4 7AL, W Midlands, England
关键词
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
The model of bulk-synchronous parallel (BSP) computation is an emerging paradigm of general-purpose parallel computing. In this paper, we consider the parallel complexity of two matrix problems: Gaussian elimination with pairwise pivoting, and orthogonal matrix decomposition by Givens rotations. We define a common framework that unifies both problems, and present a new communication-efficient BSP algorithm for their solution. Apart from being a useful addition to the growing collection of efficient BSP algorithms, our result can be viewed as a refinement of the classical ''parallelism-communication tradeoff''.
引用
收藏
页码:369 / 383
页数:15
相关论文
共 50 条
  • [21] Communication-Efficient Randomized Consensus
    Alistarh, Dan
    Aspnes, James
    King, Valerie
    Saia, Jared
    DISTRIBUTED COMPUTING (DISC 2014), 2014, 8784 : 61 - 75
  • [22] Communication-efficient randomized consensus
    Alistarh, Dan
    Aspnes, James
    King, Valerie
    Saia, Jared
    DISTRIBUTED COMPUTING, 2018, 31 (06) : 489 - 501
  • [23] Communication-efficient Clock Synchronization
    Fei, Peng
    Chen, Zhen
    Wang, Zhiying
    Jafar, Syed A.
    IEEE International Conference on Communications, 2022, 2022-May : 2592 - 2597
  • [24] Communication-efficient federated learning
    Chen, Mingzhe
    Shlezinger, Nir
    Poor, H. Vincent
    Eldar, Yonina C.
    Cui, Shuguang
    PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2021, 118 (17)
  • [25] Communication-efficient randomized consensus
    Dan Alistarh
    James Aspnes
    Valerie King
    Jared Saia
    Distributed Computing, 2018, 31 : 489 - 501
  • [26] Communication-efficient sparse regression
    Lee, Jason D.
    Liu, Qiang
    Sun, Yuekai
    Taylor, Jonathan E.
    Journal of Machine Learning Research, 2017, 18 : 1 - 30
  • [27] Design and implementation of a communication-efficient data-parallel program compiling system
    Shih, KP
    Lai, CY
    Sheu, JP
    Tseng, YC
    JOURNAL OF INFORMATION SCIENCE AND ENGINEERING, 2001, 17 (05) : 825 - 839
  • [28] Communication-efficient Clock Synchronization
    Fei, Peng
    Chen, Zhen
    Wang, Zhiying
    Jafar, Syed A.
    IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC 2022), 2022, : 2592 - 2597
  • [29] Communication-efficient Sparse Regression
    Lee, Jason D.
    Liu, Qiang
    Sun, Yuekai
    Taylor, Jonathan E.
    JOURNAL OF MACHINE LEARNING RESEARCH, 2017, 18
  • [30] Gossiping for Communication-Efficient Broadcast
    Tsimos, Georgios
    Loss, Julian
    Papamanthou, Charalampos
    ADVANCES IN CRYPTOLOGY - CRYPTO 2022, PT III, 2022, 13509 : 439 - 469